{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "6yLvrXn7yZQI"
   },
   "source": [
    "# Crawl4AI is Advanced Web Crawling and Data Extraction\n",
    "\n",
    "\n",
    "🆓 Completely free and open-source\n",
    "\n",
    "🚀 Blazing fast performance, outperforming many paid services\n",
    "\n",
    "🤖 LLM-friendly output formats (JSON, cleaned HTML, markdown)\n",
    "\n",
    "🌐 Multi-browser support (Chromium, Firefox, WebKit)\n",
    "\n",
    "🌍 Supports crawling multiple URLs simultaneously\n",
    "\n",
    "🎨 Extracts and returns all media tags (Images, Audio, and Video)\n",
    "\n",
    "🔗 Extracts all external and internal links\n",
    "\n",
    "📚 Extracts metadata from the page\n",
    "\n",
    "🔄 Custom hooks for authentication, headers, and page modifications\n",
    "\n",
    "🕵️ User-agent customization\n",
    "\n",
    "🖼️ Takes screenshots of pages with enhanced error handling\n",
    "\n",
    "📜 Executes multiple custom JavaScripts before crawling\n",
    "\n",
    "📊 Generates structured output without LLM using JsonCssExtractionStrategy\n",
    "\n",
    "📚 Various chunking strategies: topic-based, regex, sentence, and more\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "#lancedb\n",
    "\n",
    "Developer-friendly, serverless vector database for AI applications. Easily add long-term memory to your LLM apps!\n",
    "\n",
    "\n",
    "\n",
    "The key features of LanceDB include:\n",
    "\n",
    "Production-scale vector search with no servers to manage.\n",
    "\n",
    "Store, query and filter vectors, metadata and multi-modal data (text, images, videos, point clouds, and more).\n",
    "\n",
    "Support for vector similarity search, full-text search and SQL.\n",
    "\n",
    "Native Python and Javascript/Typescript support.\n",
    "\n",
    "Zero-copy, automatic versioning, manage versions of your data without needing extra infrastructure.\n",
    "\n",
    "GPU support in building vector index(*).\n",
    "\n",
    "🦜️🔗, Ecosystem integrations with LangChain 🦜️🔗, LlamaIndex 🦙, Apache-Arrow, Pandas, Polars, DuckDB and more on the way.\n",
    "\n",
    "LanceDB's core is written in Rust 🦀 and is built using Lance, an open-source columnar format designed for performant ML workloads."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "KIn_9nxFyZQK"
   },
   "source": [
    "## Installation\n",
    "\n",
    "First, let's install Crawl4AI from GitHub:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "QpDROMsAPiVg",
    "outputId": "99b441d6-5ae5-4b34-b644-48cacba7d616"
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "\r0% [Working]\r            \rHit:1 https://cloud.r-project.org/bin/linux/ubuntu jammy-cran40/ InRelease\n",
      "\r0% [Connecting to archive.ubuntu.com (185.125.190.81)] [Waiting for headers] [W\r                                                                               \rHit:2 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64  InRelease\n",
      "\r0% [Connecting to archive.ubuntu.com (185.125.190.81)] [Waiting for headers] [W\r                                                                               \rGet:3 http://security.ubuntu.com/ubuntu jammy-security InRelease [129 kB]\n",
      "\r0% [Waiting for headers] [3 InRelease 14.2 kB/129 kB 11%] [Waiting for headers]\r                                                                               \rIgn:4 https://r2u.stat.illinois.edu/ubuntu jammy InRelease\n",
      "Get:5 https://r2u.stat.illinois.edu/ubuntu jammy Release [5,713 B]\n",
      "Hit:6 http://archive.ubuntu.com/ubuntu jammy InRelease\n",
      "Get:7 https://r2u.stat.illinois.edu/ubuntu jammy Release.gpg [793 B]\n",
      "Get:8 http://archive.ubuntu.com/ubuntu jammy-updates InRelease [128 kB]\n",
      "Hit:9 https://ppa.launchpadcontent.net/deadsnakes/ppa/ubuntu jammy InRelease\n",
      "Hit:10 https://ppa.launchpadcontent.net/graphics-drivers/ppa/ubuntu jammy InRelease\n",
      "Hit:11 https://ppa.launchpadcontent.net/ubuntugis/ppa/ubuntu jammy InRelease\n",
      "Hit:12 http://archive.ubuntu.com/ubuntu jammy-backports InRelease\n",
      "Get:13 https://r2u.stat.illinois.edu/ubuntu jammy/main amd64 Packages [2,606 kB]\n",
      "Get:14 https://r2u.stat.illinois.edu/ubuntu jammy/main all Packages [8,436 kB]\n",
      "Fetched 11.3 MB in 4s (2,629 kB/s)\n",
      "Reading package lists... Done\n",
      "W: Skipping acquire of configured file 'main/source/Sources' as repository 'https://r2u.stat.illinois.edu/ubuntu jammy InRelease' does not seem to provide it (sources.list entry misspelt?)\n",
      "Reading package lists... Done\n",
      "Building dependency tree... Done\n",
      "Reading state information... Done\n",
      "E: Unable to locate package libwebp6\n",
      "E: Unable to locate package libenchant1c2a\n",
      "E: Unable to locate package libvpx6\n"
     ]
    }
   ],
   "source": [
    "!sudo apt-get update && sudo apt-get install -y libwoff1 libopus0 libwebp6 libwebpdemux2 libenchant1c2a libgudev-1.0-0 libsecret-1-0 libhyphen0 libgdk-pixbuf2.0-0 libegl1 libnotify4 libxslt1.1 libevent-2.1-7 libgles2 libvpx6 libxcomposite1 libatk1.0-0 libatk-bridge2.0-0 libepoxy0 libgtk-3-0 libharfbuzz-icu0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dMGf8oCIPiuV"
   },
   "source": [
    "\n",
    "\n",
    "we are buidling an application of chat with any website scrpped data using crawl4ai langchain & lancdb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "ew4saYa3Oa5E"
   },
   "outputs": [],
   "source": [
    "# install langgchain & lancedb\n",
    "%pip install --upgrade --quiet  langchain langchain-community langchainhub langchain-openai  bs4 lancedb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "SCTmZaBPIHt4",
    "outputId": "8a003fec-8e34-4051-d787-8b3fbe1e71a4"
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Requirement already satisfied: crawl4ai in /usr/local/lib/python3.10/dist-packages (0.3.72)\n",
      "Requirement already satisfied: aiosqlite==0.20.0 in /usr/local/lib/python3.10/dist-packages (from crawl4ai) (0.20.0)\n",
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      "Requirement already satisfied: lxml==5.3.0 in /usr/local/lib/python3.10/dist-packages (from crawl4ai) (5.3.0)\n",
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      "Requirement already satisfied: beautifulsoup4==4.12.3 in /usr/local/lib/python3.10/dist-packages (from crawl4ai) (4.12.3)\n",
      "Requirement already satisfied: playwright-stealth==1.0.6 in /usr/local/lib/python3.10/dist-packages (from crawl4ai) (1.0.6)\n",
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      "Requirement already satisfied: click in /usr/local/lib/python3.10/dist-packages (from litellm==1.48.0->crawl4ai) (8.1.7)\n",
      "Requirement already satisfied: importlib-metadata>=6.8.0 in /usr/local/lib/python3.10/dist-packages (from litellm==1.48.0->crawl4ai) (8.5.0)\n",
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      "Requirement already satisfied: openai>=1.45.0 in /usr/local/lib/python3.10/dist-packages (from litellm==1.48.0->crawl4ai) (1.52.2)\n",
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      "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<2.32.3,>=2.26.0->crawl4ai) (2.2.3)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<2.32.3,>=2.26.0->crawl4ai) (2024.8.30)\n",
      "Requirement already satisfied: zipp>=3.20 in /usr/local/lib/python3.10/dist-packages (from importlib-metadata>=6.8.0->litellm==1.48.0->crawl4ai) (3.20.2)\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2<4.0.0,>=3.1.2->litellm==1.48.0->crawl4ai) (2.1.5)\n",
      "Requirement already satisfied: attrs>=22.2.0 in /usr/local/lib/python3.10/dist-packages (from jsonschema<5.0.0,>=4.22.0->litellm==1.48.0->crawl4ai) (24.2.0)\n",
      "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /usr/local/lib/python3.10/dist-packages (from jsonschema<5.0.0,>=4.22.0->litellm==1.48.0->crawl4ai) (2024.10.1)\n",
      "Requirement already satisfied: referencing>=0.28.4 in /usr/local/lib/python3.10/dist-packages (from jsonschema<5.0.0,>=4.22.0->litellm==1.48.0->crawl4ai) (0.35.1)\n",
      "Requirement already satisfied: rpds-py>=0.7.1 in /usr/local/lib/python3.10/dist-packages (from jsonschema<5.0.0,>=4.22.0->litellm==1.48.0->crawl4ai) (0.20.0)\n",
      "Requirement already satisfied: anyio<5,>=3.5.0 in /usr/local/lib/python3.10/dist-packages (from openai>=1.45.0->litellm==1.48.0->crawl4ai) (3.7.1)\n",
      "Requirement already satisfied: distro<2,>=1.7.0 in /usr/local/lib/python3.10/dist-packages (from openai>=1.45.0->litellm==1.48.0->crawl4ai) (1.9.0)\n",
      "Requirement already satisfied: httpx<1,>=0.23.0 in /usr/local/lib/python3.10/dist-packages (from openai>=1.45.0->litellm==1.48.0->crawl4ai) (0.27.2)\n",
      "Requirement already satisfied: jiter<1,>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from openai>=1.45.0->litellm==1.48.0->crawl4ai) (0.6.1)\n",
      "Requirement already satisfied: sniffio in /usr/local/lib/python3.10/dist-packages (from openai>=1.45.0->litellm==1.48.0->crawl4ai) (1.3.1)\n",
      "Requirement already satisfied: tqdm>4 in /usr/local/lib/python3.10/dist-packages (from openai>=1.45.0->litellm==1.48.0->crawl4ai) (4.66.6)\n",
      "Requirement already satisfied: annotated-types>=0.6.0 in /usr/local/lib/python3.10/dist-packages (from pydantic<3.0.0,>=2.0.0->litellm==1.48.0->crawl4ai) (0.7.0)\n",
      "Requirement already satisfied: pydantic-core==2.23.4 in /usr/local/lib/python3.10/dist-packages (from pydantic<3.0.0,>=2.0.0->litellm==1.48.0->crawl4ai) (2.23.4)\n",
      "Requirement already satisfied: regex>=2022.1.18 in /usr/local/lib/python3.10/dist-packages (from tiktoken>=0.7.0->litellm==1.48.0->crawl4ai) (2024.9.11)\n",
      "Requirement already satisfied: aiohappyeyeballs>=2.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->litellm==1.48.0->crawl4ai) (2.4.3)\n",
      "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->litellm==1.48.0->crawl4ai) (1.3.1)\n",
      "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->litellm==1.48.0->crawl4ai) (1.5.0)\n",
      "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->litellm==1.48.0->crawl4ai) (6.1.0)\n",
      "Requirement already satisfied: yarl<2.0,>=1.12.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->litellm==1.48.0->crawl4ai) (1.17.0)\n",
      "Requirement already satisfied: async-timeout<5.0,>=4.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->litellm==1.48.0->crawl4ai) (4.0.3)\n",
      "Requirement already satisfied: huggingface-hub<1.0,>=0.16.4 in /usr/local/lib/python3.10/dist-packages (from tokenizers->litellm==1.48.0->crawl4ai) (0.26.2)\n",
      "Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from anyio<5,>=3.5.0->openai>=1.45.0->litellm==1.48.0->crawl4ai) (1.2.2)\n",
      "Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.10/dist-packages (from httpx<1,>=0.23.0->openai>=1.45.0->litellm==1.48.0->crawl4ai) (1.0.6)\n",
      "Requirement already satisfied: h11<0.15,>=0.13 in /usr/local/lib/python3.10/dist-packages (from httpcore==1.*->httpx<1,>=0.23.0->openai>=1.45.0->litellm==1.48.0->crawl4ai) (0.14.0)\n",
      "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.16.4->tokenizers->litellm==1.48.0->crawl4ai) (3.16.1)\n",
      "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.16.4->tokenizers->litellm==1.48.0->crawl4ai) (2024.10.0)\n",
      "Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.16.4->tokenizers->litellm==1.48.0->crawl4ai) (24.1)\n",
      "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.16.4->tokenizers->litellm==1.48.0->crawl4ai) (6.0.2)\n",
      "Requirement already satisfied: propcache>=0.2.0 in /usr/local/lib/python3.10/dist-packages (from yarl<2.0,>=1.12.0->aiohttp->litellm==1.48.0->crawl4ai) (0.2.0)\n",
      "Requirement already satisfied: nest-asyncio in /usr/local/lib/python3.10/dist-packages (1.6.0)\n",
      "Playwright Host validation warning: \n",
      "╔══════════════════════════════════════════════════════╗\n",
      "║ Host system is missing dependencies to run browsers. ║\n",
      "║ Missing libraries:                                   ║\n",
      "║     libwoff2dec.so.1.0.2                             ║\n",
      "║     libgstgl-1.0.so.0                                ║\n",
      "║     libgstcodecparsers-1.0.so.0                      ║\n",
      "║     libharfbuzz-icu.so.0                             ║\n",
      "║     libenchant-2.so.2                                ║\n",
      "║     libsecret-1.so.0                                 ║\n",
      "║     libhyphen.so.0                                   ║\n",
      "║     libmanette-0.2.so.0                              ║\n",
      "╚══════════════════════════════════════════════════════╝\n",
      "    at validateDependenciesLinux (/usr/local/lib/python3.10/dist-packages/playwright/driver/package/lib/server/registry/dependencies.js:216:9)\n",
      "\u001b[90m    at process.processTicksAndRejections (node:internal/process/task_queues:95:5)\u001b[39m\n",
      "    at async Registry._validateHostRequirements (/usr/local/lib/python3.10/dist-packages/playwright/driver/package/lib/server/registry/index.js:626:43)\n",
      "    at async Registry._validateHostRequirementsForExecutableIfNeeded (/usr/local/lib/python3.10/dist-packages/playwright/driver/package/lib/server/registry/index.js:724:7)\n",
      "    at async Registry.validateHostRequirementsForExecutablesIfNeeded (/usr/local/lib/python3.10/dist-packages/playwright/driver/package/lib/server/registry/index.js:713:43)\n",
      "    at async t.<anonymous> (/usr/local/lib/python3.10/dist-packages/playwright/driver/package/lib/cli/program.js:119:7)\n"
     ]
    }
   ],
   "source": [
    "# !pip install \"crawl4ai @ git+https://github.com/unclecode/crawl4ai.git\"\n",
    "# !pip install \"crawl4ai @ git+https://github.com/unclecode/crawl4ai.git@staging\"\n",
    "!pip install crawl4ai\n",
    "!pip install nest-asyncio\n",
    "!playwright install"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "id": "rcMnJR1mHuVf"
   },
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "os.environ[\"OPENAI_API_KEY\"] = \"sk-yoursecratekey\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "LWJ7_soZHwUE"
   },
   "source": [
    "### Below is data extracted from the website url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "AP1Q5pGcddAb",
    "outputId": "cc5e908b-9be9-4723-87cd-bf8c226a6785"
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "[LOG] 🌤️  Warming up the AsyncWebCrawler\n",
      "[LOG] 🌞 AsyncWebCrawler is ready to crawl\n",
      "[LOG] 🚀 Content extracted for https://www.livemint.com/market/stock-market-news, success: True, time taken: 0.45 seconds\n",
      "[LOG] 🚀 Extraction done for https://www.livemint.com/market/stock-market-news, time taken: 0.45 seconds.\n",
      "**Explore**\n",
      "\n",
      "[ ![mint](https://www.livemint.com/lm-img/livemint-logo-v2.svg)](https://www.livemint.com/ \"mint\")\n",
      "\n",
      "[ ](https://www.livemint.com/notifications \"Notification\") [Sign in](javascript:void\\(0\\);)\n",
      "\n",
      "[ ![LM Image](https://www.livemint.com/lm-img/static/epaperIcon.png) ](https://epaper.livemint.com/?utm_source=LM_Desk_Header&utm_medium=LM_desk_top_nav&utm_campaign=Ref) [e-paper](https://epaper.livemint.com/?utm_source=LM_Desk_Header&utm_medium=LM_desk_top_nav&utm_campaign=Ref) [Subscribe](javascript:void\\(0\\)) Sign In\n",
      "\n",
      "Friday, 1 November 2024\n",
      "\n",
      "[](javascript:void\\(0\\))\n",
      "\n",
      "Stocks\n",
      "\n",
      "Mutual Funds\n",
      "\n",
      "News\n",
      "\n",
      "###### POPULAR CATEGORIES\n",
      "\n",
      "[Companies](/companies)[Markets](/market)[Technology](/technology)[Money](/money)[News](/news)[Mutual Funds](/mutual-fund)[Opinion](/opinion)[Industry](/industry)\n",
      "\n",
      "  * [Home](https://www.livemint.com/)\n",
      "  * [News](https://www.livemint.com/news)\n",
      "  * [Markets](https://www.livemint.com/market)\n",
      "  * [Premium](https://www.livemint.com/premium)\n",
      "  * [Money](https://www.livemint.com/money)\n",
      "  * [Mutual Fund](https://www.livemint.com/mutual-fund)\n",
      "  * [Personal Loan](https://www.livemint.com/money/loan/personal-loan?cta_position=lm_l1 )\n",
      "  * [Companies](https://www.livemint.com/companies)\n",
      "  * [Technology](https://www.livemint.com/technology)\n",
      "  * [Web Stories](https://www.livemint.com/web-stories)\n",
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      "\n",
      "Gainers & Losers\n",
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      "[\n",
      "\n",
      "  1. Mahindra & Mahindra share price\n",
      "  2. 2,817.003.29%\n",
      "\n",
      "](https://www.livemint.com/market/market-stats/stocks-mahindra-mahindra-share-price-nse-bse-S0003059) [\n",
      "\n",
      "  1. Tata Motors share price\n",
      "  2. 843.601.14%\n",
      "\n",
      "](https://www.livemint.com/market/market-stats/stocks-tata-motors-share-price-nse-bse-S0003022) [\n",
      "\n",
      "  1. Axis Bank share price\n",
      "  2. 1,169.200.92%\n",
      "\n",
      "](https://www.livemint.com/market/market-stats/stocks-axis-bank-share-price-nse-bse-S0003048) [\n",
      "\n",
      "  1. Nestle India share price\n",
      "  2. 2,284.000.87%\n",
      "\n",
      "](https://www.livemint.com/market/market-stats/stocks-nestle-india-share-price-nse-bse-S0003095) [\n",
      "\n",
      "  1. Kotak Mahindra Bank share price\n",
      "  2. 1,744.850.83%\n",
      "\n",
      "](https://www.livemint.com/market/market-stats/stocks-kotak-mahindra-bank-share-price-nse-bse-S0003043) [\n",
      "\n",
      "  1. HCL Technologies share price\n",
      "  2. 1,758.20-0.55%\n",
      "\n",
      "](https://www.livemint.com/market/market-stats/stocks-hcl-technologies-share-price-nse-bse-S0003045) [\n",
      "\n",
      "  1. Tech Mahindra share price\n",
      "  2. 1,603.00-0.33%\n",
      "\n",
      "](https://www.livemint.com/market/market-stats/stocks-tech-mahindra-share-price-nse-bse-S0003115) [\n",
      "\n",
      "  1. Wipro share price\n",
      "  2. 551.15-0.12%\n",
      "\n",
      "](https://www.livemint.com/market/market-stats/stocks-wipro-share-price-nse-bse-S0003105) [\n",
      "\n",
      "  1. ICICI Bank share price\n",
      "  2. 1,291.00-0.04%\n",
      "\n",
      "](https://www.livemint.com/market/market-stats/stocks-icici-bank-share-price-nse-bse-S0003019)\n",
      "\n",
      "Active Stocks\n",
      "\n",
      "Fri Nov 01 2024 19:18:42  [\n",
      "\n",
      "  1. Tata Steel share price \n",
      "  2. 149.70  0.71%\n",
      "\n",
      "](https://www.livemint.com/market/market-stats/stocks-tata-steel-share-price-nse-bse-S0003026) [\n",
      "\n",
      "  1. Tata Motors share price \n",
      "  2. 843.60  1.14%\n",
      "\n",
      "](https://www.livemint.com/market/market-stats/stocks-tata-motors-share-price-nse-bse-S0003022) [\n",
      "\n",
      "  1. Reliance Industries share price \n",
      "  2. 1,339.10  0.49%\n",
      "\n",
      "](https://www.livemint.com/market/market-stats/stocks-reliance-industries-share-price-nse-bse-S0003018) [\n",
      "\n",
      "  1. State Bank Of India share price \n",
      "  2. 821.05  0.07%\n",
      "\n",
      "](https://www.livemint.com/market/market-stats/stocks-state-bank-of-india-share-price-nse-bse-S0003016) [\n",
      "\n",
      "  1. Wipro share price \n",
      "  2. 551.15  -0.12%\n",
      "\n",
      "](https://www.livemint.com/market/market-stats/stocks-wipro-share-price-nse-bse-S0003105)\n",
      "\n",
      "[Business News](https://www.livemint.com/)/[Market](https://www.livemint.com/market)/ Stock Market News \n",
      "\n",
      "# Stock Markets\n",
      "\n",
      "[ ![Muhurat Trading 2024: Nifty Auto index jumps over 1% amid strong October sales; M&M leads](https://www.livemint.com/lm-img/img/2024/11/01/90x90/Cars--621x414_1730470356273.jpg) Premium ](/market/stock-market-news/muhurat-trading-2024-nifty-auto-index-jumps-over-1-amid-strong-october-sales-m-m-leads-11730470065656.html)\n",
      "\n",
      "##  [ Muhurat Trading 2024: Nifty Auto index jumps over 1% amid strong October sales ](/market/stock-market-news/muhurat-trading-2024-nifty-auto-index-jumps-over-1-amid-strong-october-sales-m-m-leads-11730470065656.html)\n",
      "\n",
      "_2 min read_ **.** 07:47 PM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Muhurat Trading 2024: Nifty Auto index jumps over 1Percent amid strong October sales - https://www.livemint.com/market/stock-market-news/muhurat-trading-2024-nifty-auto-index-jumps-over-1-amid-strong-october-sales-m-m-leads-11730470065656.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Muhurat Trading 2024: Nifty Auto index jumps over 1Percent amid strong October sales - https://www.livemint.com/market/stock-market-news/muhurat-trading-2024-nifty-auto-index-jumps-over-1-amid-strong-october-sales-m-m-leads-11730470065656.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[ ![Muhurat Trading 2024: Nifty50, Sensex end higher for the 7th straight Muhurat session; Nifty Auto gains over 1%](https://www.livemint.com/lm-img/img/2024/11/01/90x90/WhatsApp_Image_2024_1730469359041_1730469368260.jpeg) Premium ](/market/stock-market-news/muhurat-trading-2024-nifty50-sensex-end-higher-for-the-7th-straight-muhurat-session-auto-index-gains-over-1-11730466004008.html)\n",
      "\n",
      "##  [ Muhurat Trading 2024: Nifty50, Sensex end higher for the 7th straight session ](/market/stock-market-news/muhurat-trading-2024-nifty50-sensex-end-higher-for-the-7th-straight-muhurat-session-auto-index-gains-over-1-11730466004008.html)\n",
      "\n",
      "_1 min read_ **.** 07:14 PM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Muhurat Trading 2024: Nifty50, Sensex end higher for the 7th straight session - https://www.livemint.com/market/stock-market-news/muhurat-trading-2024-nifty50-sensex-end-higher-for-the-7th-straight-muhurat-session-auto-index-gains-over-1-11730466004008.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Muhurat Trading 2024: Nifty50, Sensex end higher for the 7th straight session - https://www.livemint.com/market/stock-market-news/muhurat-trading-2024-nifty50-sensex-end-higher-for-the-7th-straight-muhurat-session-auto-index-gains-over-1-11730466004008.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[ ![Muhurat Trading 2024: M&M climbs over 3% on record SUV sales in October](https://www.livemint.com/lm-img/img/2024/11/01/90x90/Thar_1723698862765_1730465518186.png) Premium ](/market/stock-market-news/muhurat-trading-2024-m-m-climbs-over-3-on-record-suv-sales-in-october-11730465324546.html)\n",
      "\n",
      "##  [ Muhurat Trading 2024: M&M climbs over 3% on record SUV sales in October ](/market/stock-market-news/muhurat-trading-2024-m-m-climbs-over-3-on-record-suv-sales-in-october-11730465324546.html)\n",
      "\n",
      "_1 min read_ **.** 06:24 PM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Muhurat Trading 2024: M M climbs over 3Percent on record SUV sales in October - https://www.livemint.com/market/stock-market-news/muhurat-trading-2024-m-m-climbs-over-3-on-record-suv-sales-in-october-11730465324546.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Muhurat Trading 2024: M M climbs over 3Percent on record SUV sales in October - https://www.livemint.com/market/stock-market-news/muhurat-trading-2024-m-m-climbs-over-3-on-record-suv-sales-in-october-11730465324546.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[ ![Samvat 2081: D-Street experts suggest investors must build a diversified portfolio to tap into high growth opportunities.\n",
      "In Picture: Cartons of financial investment products in a shopping cart i.e REITs, stocks, ETFs, bonds, mutual funds, commodities. A concept of portfolio management with risk diversification for optimal returns.](https://www.livemint.com/lm-img/img/2024/11/01/90x90/Diversify__1730465367213_1730465367519.jpg) Premium ](/market/stock-market-news/muhurat-trading-kicks-off-samvat-2081-heres-how-to-seize-high-growth-opportunities-with-sip-mfs-for-diverse-portfolio-11730463937170.html)\n",
      "\n",
      "##  [ Samvat 2081: Here's how you can seize high-growth opportunities with SIPs, MFs ](/market/stock-market-news/muhurat-trading-kicks-off-samvat-2081-heres-how-to-seize-high-growth-opportunities-with-sip-mfs-for-diverse-portfolio-11730463937170.html)\n",
      "\n",
      "_3 min read_ **.** 06:18 PM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Samvat 2081: Here‘s how you can seize high-growth opportunities with SIPs, MFs - https://www.livemint.com/market/stock-market-news/muhurat-trading-kicks-off-samvat-2081-heres-how-to-seize-high-growth-opportunities-with-sip-mfs-for-diverse-portfolio-11730463937170.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Samvat 2081: Here‘s how you can seize high-growth opportunities with SIPs, MFs - https://www.livemint.com/market/stock-market-news/muhurat-trading-kicks-off-samvat-2081-heres-how-to-seize-high-growth-opportunities-with-sip-mfs-for-diverse-portfolio-11730463937170.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[ ![TVS Motor Company recorded total EV sales growth of 45% at 29,308 units in October 2024 from 20,153 units in October 2023.](https://www.livemint.com/lm-img/img/2024/11/01/90x90/c24ad718-e4c2-11eb-9e68-15e371a342e0_1629901408239_1730464100442.jpg) Premium ](/market/stock-market-news/tvs-motor-share-price-rallies-2-on-diwali-muhurat-trading-after-october-sales-rise-11730463772139.html)\n",
      "\n",
      "##  [ TVS Motor shares rally 2% on Diwali Muhurat Trading after October sales rise ](/market/stock-market-news/tvs-motor-share-price-rallies-2-on-diwali-muhurat-trading-after-october-sales-rise-11730463772139.html)\n",
      "\n",
      "_1 min read_ **.** 06:16 PM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=TVS Motor shares rally 2Percent on Diwali Muhurat Trading after October sales rise - https://www.livemint.com/market/stock-market-news/tvs-motor-share-price-rallies-2-on-diwali-muhurat-trading-after-october-sales-rise-11730463772139.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=TVS Motor shares rally 2Percent on Diwali Muhurat Trading after October sales rise - https://www.livemint.com/market/stock-market-news/tvs-motor-share-price-rallies-2-on-diwali-muhurat-trading-after-october-sales-rise-11730463772139.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[ ![Muhurat Trading 2024: What should be your strategy this year?](https://www.livemint.com/lm-img/img/2024/11/01/90x90/2-0-1403851619-hires--3--0_1679756398637_1730463064383.jpg) Premium ](/market/stock-market-news/muhurat-trading-2024-what-should-be-your-strategy-this-year-11730462692542.html)\n",
      "\n",
      "##  [ Muhurat Trading 2024: What should be your strategy this year? ](/market/stock-market-news/muhurat-trading-2024-what-should-be-your-strategy-this-year-11730462692542.html)\n",
      "\n",
      "_2 min read_ **.** 05:44 PM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Muhurat Trading 2024: What should be your strategy this year? - https://www.livemint.com/market/stock-market-news/muhurat-trading-2024-what-should-be-your-strategy-this-year-11730462692542.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Muhurat Trading 2024: What should be your strategy this year? - https://www.livemint.com/market/stock-market-news/muhurat-trading-2024-what-should-be-your-strategy-this-year-11730462692542.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[ ![Muhurat Trading: Choice Broking prefers PSU Bank stock SBI as its top pick](https://www.livemint.com/lm-img/img/2024/11/01/90x90/Stock_market_today_iStock_1661476963881_1730461896969.jpg) Premium ](/market/stock-market-news/muhurat-trading-choice-broking-prefers-psu-bank-stock-sbi-as-its-top-pick-11730460863304.html)\n",
      "\n",
      "##  [ Muhurat Trading: Choice Broking prefers this PSU Bank stock as its top pick ](/market/stock-market-news/muhurat-trading-choice-broking-prefers-psu-bank-stock-sbi-as-its-top-pick-11730460863304.html)\n",
      "\n",
      "_2 min read_ **.** 05:22 PM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Muhurat Trading: Choice Broking prefers this PSU Bank stock as its top pick - https://www.livemint.com/market/stock-market-news/muhurat-trading-choice-broking-prefers-psu-bank-stock-sbi-as-its-top-pick-11730460863304.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Muhurat Trading: Choice Broking prefers this PSU Bank stock as its top pick - https://www.livemint.com/market/stock-market-news/muhurat-trading-choice-broking-prefers-psu-bank-stock-sbi-as-its-top-pick-11730460863304.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[ ![Maruti Suzuki reported the highest-ever monthly sales in October 2024, hours before the special Muhurat Trading session.\n",
      "In Picture: Maruti Suzuki dealership in South Delhi. Photographed by Ramesh Pathania](https://www.livemint.com/lm-img/img/2024/11/01/90x90/2-0-404750925-maruti1-0_1680680881851_1730459018903.jpg) Premium ](/market/stock-market-news/maruti-suzuki-reports-highest-ever-monthly-sales-at-2-06-434-units-in-october-ahead-of-muhurat-trading-session-11730458869558.html)\n",
      "\n",
      "##  [ Maruti Suzuki reports highest-ever monthly sales ahead of Muhurat Trading ](/market/stock-market-news/maruti-suzuki-reports-highest-ever-monthly-sales-at-2-06-434-units-in-october-ahead-of-muhurat-trading-session-11730458869558.html)\n",
      "\n",
      "_3 min read_ **.** 04:33 PM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Maruti Suzuki reports highest-ever monthly sales ahead of Muhurat Trading - https://www.livemint.com/market/stock-market-news/maruti-suzuki-reports-highest-ever-monthly-sales-at-2-06-434-units-in-october-ahead-of-muhurat-trading-session-11730458869558.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Maruti Suzuki reports highest-ever monthly sales ahead of Muhurat Trading - https://www.livemint.com/market/stock-market-news/maruti-suzuki-reports-highest-ever-monthly-sales-at-2-06-434-units-in-october-ahead-of-muhurat-trading-session-11730458869558.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[ ![Gold, silver prices jump over 4% in October on safe-haven demand, 3rd straight month of gains. \\(unsplash.com\\)](https://www.livemint.com/lm-img/img/2024/11/01/90x90/dash-cryptocurrency-UWer_a3uvWA-unsplash_1665139458030_1730444460413.jpg) Premium ](/market/stock-market-news/gold-silver-prices-jump-over-4-in-october-on-safe-haven-demand-3rd-straight-month-of-gains-11730444449042.html)\n",
      "\n",
      "##  [ Gold, silver prices jump over 4% in October on safe-haven demand ](/market/stock-market-news/gold-silver-prices-jump-over-4-in-october-on-safe-haven-demand-3rd-straight-month-of-gains-11730444449042.html)\n",
      "\n",
      "_4 min read_ **.** 04:25 PM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Gold, silver prices jump over 4Percent in October on safe-haven demand - https://www.livemint.com/market/stock-market-news/gold-silver-prices-jump-over-4-in-october-on-safe-haven-demand-3rd-straight-month-of-gains-11730444449042.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Gold, silver prices jump over 4Percent in October on safe-haven demand - https://www.livemint.com/market/stock-market-news/gold-silver-prices-jump-over-4-in-october-on-safe-haven-demand-3rd-straight-month-of-gains-11730444449042.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[ ![Multibagger: In Samvat 2080, the Nifty 50 rose by 26.87%, driven by 75 multibagger stocks. IREDA led with a 556.4% increase. However, analysts warn of volatility and future market challenges, advising cautious investment strategies. \\(\\(Image: Pixabay\\)\\)](https://www.livemint.com/lm-img/img/2024/11/01/90x90/Screenshot_2024-10-03_065831_1727918877877_1730455739495.png) Premium ](/market/stock-market-news/multibagger-75-stocks-double-investors-wealth-in-samvat-2080-ireda-tops-the-list-11730443143292.html)\n",
      "\n",
      "##  [ 75 stocks double investors wealth in Samvat 2080; IREDA tops the list ](/market/stock-market-news/multibagger-75-stocks-double-investors-wealth-in-samvat-2080-ireda-tops-the-list-11730443143292.html)\n",
      "\n",
      "_4 min read_ **.** 04:24 PM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=75 stocks double investors wealth in Samvat 2080 IREDA tops the list - https://www.livemint.com/market/stock-market-news/multibagger-75-stocks-double-investors-wealth-in-samvat-2080-ireda-tops-the-list-11730443143292.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=75 stocks double investors wealth in Samvat 2080 IREDA tops the list - https://www.livemint.com/market/stock-market-news/multibagger-75-stocks-double-investors-wealth-in-samvat-2080-ireda-tops-the-list-11730443143292.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[ ![Muhurat Trading 2024 Highlights: Sensex, Nifty 50 end higher in the special Diwali Muhurat Trading Session 2024.](https://www.livemint.com/lm-img/img/2024/11/01/90x90/WhatsA_1730467528435_1730467528723.jpeg) Premium ](/market/stock-market-news/diwali-muhurat-trading-2024-live-updates-check-out-timings-trade-strategies-and-stocks-to-buy-in-samvat-2081-11730450492411.html)\n",
      "\n",
      "##  [ Muhurat Trading 2024 Highlights: Sensex, Nifty 50 end higher led by auto, metals ](/market/stock-market-news/diwali-muhurat-trading-2024-live-updates-check-out-timings-trade-strategies-and-stocks-to-buy-in-samvat-2081-11730450492411.html)\n",
      "\n",
      "_11 min read_ **.** 07:34 PM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Muhurat Trading 2024 Highlights: Sensex, Nifty 50 end higher led by auto, metals - https://www.livemint.com/market/stock-market-news/diwali-muhurat-trading-2024-live-updates-check-out-timings-trade-strategies-and-stocks-to-buy-in-samvat-2081-11730450492411.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Muhurat Trading 2024 Highlights: Sensex, Nifty 50 end higher led by auto, metals - https://www.livemint.com/market/stock-market-news/diwali-muhurat-trading-2024-live-updates-check-out-timings-trade-strategies-and-stocks-to-buy-in-samvat-2081-11730450492411.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[ ![Muhurat Trading 2024: Religare Broking recommends 5 stocks with up to 18% growth potential. \\(Bloomberg\\)](https://www.livemint.com/lm-img/img/2024/11/01/90x90/2-0-119513731-BSE-4C-0_1681879701723_1730450797654.jpg) Premium ](/market/stock-market-news/muhurat-trading-2024-religare-broking-recommends-5-stocks-with-up-to-18-growth-potential-11730450559931.html)\n",
      "\n",
      "##  [ Muhurat Trading 2024: Religare Broking lists 5 stocks with up to 18% upside ](/market/stock-market-news/muhurat-trading-2024-religare-broking-recommends-5-stocks-with-up-to-18-growth-potential-11730450559931.html)\n",
      "\n",
      "_3 min read_ **.** 02:35 PM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Muhurat Trading 2024: Religare Broking lists 5 stocks with up to 18Percent upside - https://www.livemint.com/market/stock-market-news/muhurat-trading-2024-religare-broking-recommends-5-stocks-with-up-to-18-growth-potential-11730450559931.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Muhurat Trading 2024: Religare Broking lists 5 stocks with up to 18Percent upside - https://www.livemint.com/market/stock-market-news/muhurat-trading-2024-religare-broking-recommends-5-stocks-with-up-to-18-growth-potential-11730450559931.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[ ![Muhurat Trading 2024 strategy: Sumeet Bagadia believes that the Indian stock market bias is weak and that the Nifty 50 index may go down to 23,450 to 23,400 if the 50-stock index breaks below 24,000 to 23,900 support decisively. \\(MINT\\)](https://www.livemint.com/lm-img/img/2024/11/01/90x90/Buy_or_sell_Stocks_to_buy_today_Muhurat_Trading_1730449784903_1730449785120.jpg) Premium ](/market/stock-market-news/stocks-to-buy-or-sell-for-muhurat-trading-2024-sumeet-bagadia-recommends-five-shares-to-buy-today-samvat-2081-11730449252675.html)\n",
      "\n",
      "##  [ Stocks to buy or sell for Muhurat trade: Sumeet Bagadia picks five shares to buy ](/market/stock-market-news/stocks-to-buy-or-sell-for-muhurat-trading-2024-sumeet-bagadia-recommends-five-shares-to-buy-today-samvat-2081-11730449252675.html)\n",
      "\n",
      "_2 min read_ **.** 02:06 PM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Stocks to buy or sell for Muhurat trade: Sumeet Bagadia picks five shares to buy - https://www.livemint.com/market/stock-market-news/stocks-to-buy-or-sell-for-muhurat-trading-2024-sumeet-bagadia-recommends-five-shares-to-buy-today-samvat-2081-11730449252675.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Stocks to buy or sell for Muhurat trade: Sumeet Bagadia picks five shares to buy - https://www.livemint.com/market/stock-market-news/stocks-to-buy-or-sell-for-muhurat-trading-2024-sumeet-bagadia-recommends-five-shares-to-buy-today-samvat-2081-11730449252675.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[ ![Share market today: Aamar Deo Singh of Angel One Ltd highlights the potential of Samvat 2081 despite ongoing volatility. Investors are encouraged to consider specific stocks and monitor geopolitical events, the US presidential election, and corporate governance issues for informed decision-making.](https://www.livemint.com/lm-img/img/2024/11/01/90x90/Aamar_Deo_Singh_1730441386896_1730441400082.jpg) Premium ](/market/stock-market-news/expert-speak-samvat-2081-has-potential-overall-but-volatility-to-persist-in-stock-market-says-aamar-deo-singh-11730437280962.html)\n",
      "\n",
      "##  [ Samvat 2081 has potential overall, but volatility to persist : Aamar Deo Singh ](/market/stock-market-news/expert-speak-samvat-2081-has-potential-overall-but-volatility-to-persist-in-stock-market-says-aamar-deo-singh-11730437280962.html)\n",
      "\n",
      "_5 min read_ **.** 01:05 PM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Samvat 2081 has potential overall, but volatility to persist : Aamar Deo Singh - https://www.livemint.com/market/stock-market-news/expert-speak-samvat-2081-has-potential-overall-but-volatility-to-persist-in-stock-market-says-aamar-deo-singh-11730437280962.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Samvat 2081 has potential overall, but volatility to persist : Aamar Deo Singh - https://www.livemint.com/market/stock-market-news/expert-speak-samvat-2081-has-potential-overall-but-volatility-to-persist-in-stock-market-says-aamar-deo-singh-11730437280962.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[ ![Stock market today: Vaishali Parekh believes that Indian stock market bias has weakened as the Nifty 50 index failed to breach the hurdle placed at the 24,700 mark. \\(Photo: Courtesy Prabhudas Lilladher\\)](https://www.livemint.com/lm-img/img/2024/11/01/90x90/Buy_or_sell_Stocks_to_buy_today_Muhurat_Trading_1730443820507_1730443820845.jpg) Premium ](/market/stock-market-news/buy-or-sell-stocks-for-muhurat-trading-2024-vaishali-parekh-recommends-three-stocks-to-buy-today-samvat-2081-11730443324786.html)\n",
      "\n",
      "##  [ Buy or sell: Vaishali Parekh recommends three stocks to buy in Muhurat trading ](/market/stock-market-news/buy-or-sell-stocks-for-muhurat-trading-2024-vaishali-parekh-recommends-three-stocks-to-buy-today-samvat-2081-11730443324786.html)\n",
      "\n",
      "_2 min read_ **.** 12:26 PM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Buy or sell: Vaishali Parekh recommends three stocks to buy in Muhurat trading - https://www.livemint.com/market/stock-market-news/buy-or-sell-stocks-for-muhurat-trading-2024-vaishali-parekh-recommends-three-stocks-to-buy-today-samvat-2081-11730443324786.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Buy or sell: Vaishali Parekh recommends three stocks to buy in Muhurat trading - https://www.livemint.com/market/stock-market-news/buy-or-sell-stocks-for-muhurat-trading-2024-vaishali-parekh-recommends-three-stocks-to-buy-today-samvat-2081-11730443324786.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[ ![Record Exodus: Foreign investors pull out ₹1.14 lakh crore from Indian stocks in October. \\(AP\\)](https://www.livemint.com/lm-img/img/2024/11/01/90x90/2-0-82162651-OPED-5C--0_1681462109573_1730436320215.jpg) Premium ](/market/stock-market-news/record-exodus-foreign-investors-pull-out-rs-1-14-lakh-crore-from-indian-stocks-in-october-11730436180736.html)\n",
      "\n",
      "##  [ Record Exodus: FPIs pull out ₹1.14 lakh crore from Indian stocks in October ](/market/stock-market-news/record-exodus-foreign-investors-pull-out-rs-1-14-lakh-crore-from-indian-stocks-in-october-11730436180736.html)\n",
      "\n",
      "_3 min read_ **.** 12:07 PM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Record Exodus: FPIs pull out ₹1.14 lakh crore from Indian stocks in October - https://www.livemint.com/market/stock-market-news/record-exodus-foreign-investors-pull-out-rs-1-14-lakh-crore-from-indian-stocks-in-october-11730436180736.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Record Exodus: FPIs pull out ₹1.14 lakh crore from Indian stocks in October - https://www.livemint.com/market/stock-market-news/record-exodus-foreign-investors-pull-out-rs-1-14-lakh-crore-from-indian-stocks-in-october-11730436180736.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[ ![Diwali Bonanza: 3 stocks to light up your portfolio in Samvat 2081](https://www.livemint.com/lm-img/img/2024/11/01/90x90/Diwali_1730441990659_1730441991031.JPG) Premium ](/market/stock-market-news/diwali-bonanza-3-stocks-to-light-up-your-portfolio-in-samvat-2081-11730441540234.html)\n",
      "\n",
      "##  [ Diwali Bonanza: 3 stocks to light up your portfolio in Samvat 2081 ](/market/stock-market-news/diwali-bonanza-3-stocks-to-light-up-your-portfolio-in-samvat-2081-11730441540234.html)\n",
      "\n",
      "_2 min read_ **.** 11:53 AM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Diwali Bonanza: 3 stocks to light up your portfolio in Samvat 2081 - https://www.livemint.com/market/stock-market-news/diwali-bonanza-3-stocks-to-light-up-your-portfolio-in-samvat-2081-11730441540234.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Diwali Bonanza: 3 stocks to light up your portfolio in Samvat 2081 - https://www.livemint.com/market/stock-market-news/diwali-bonanza-3-stocks-to-light-up-your-portfolio-in-samvat-2081-11730441540234.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[ ![Muhurat Trading 2024 strategy: According to experts, the 24,100 to 24,000 zone provided some support throughout the week due to oversold conditions, but the Nifty 50 index faced persistent resistance on attempted rebounds. \\(Photo: Mint\\)](https://www.livemint.com/lm-img/img/2024/11/01/90x90/Muhurat_Trading_2024_Samvat_2081_Stock_market_toda_1730438807479_1730438807666.JPG) Premium ](/market/stock-market-news/stock-market-today-trade-setup-for-nifty-50-to-sensex-five-stocks-to-buy-or-sell-in-muhurat-trading-2024-samvat-2081-11730437708138.html)\n",
      "\n",
      "##  [ Stock market today: Five stocks to buy or sell in Muhurat trading ](/market/stock-market-news/stock-market-today-trade-setup-for-nifty-50-to-sensex-five-stocks-to-buy-or-sell-in-muhurat-trading-2024-samvat-2081-11730437708138.html)\n",
      "\n",
      "_5 min read_ **.** 11:02 AM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Stock market today: Five stocks to buy or sell in Muhurat trading - https://www.livemint.com/market/stock-market-news/stock-market-today-trade-setup-for-nifty-50-to-sensex-five-stocks-to-buy-or-sell-in-muhurat-trading-2024-samvat-2081-11730437708138.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Stock market today: Five stocks to buy or sell in Muhurat trading - https://www.livemint.com/market/stock-market-news/stock-market-today-trade-setup-for-nifty-50-to-sensex-five-stocks-to-buy-or-sell-in-muhurat-trading-2024-samvat-2081-11730437708138.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[ ![Are PSU Bank stocks the festive boost your portfolio needs this Diwali? \\(Pixabay\\)](https://www.livemint.com/lm-img/img/2024/11/01/90x90/gac6abaa52c114444fa2a787942b7e513d4d63c0d1e469b9ba_1730357004483_1730436135555.jpg) Premium ](/market/stock-market-news/diwali-stocks-portfolio-psu-banking-bank-state-bank-of-india-bank-of-baroda-indian-bank-nifty-index-11730431148591.html)\n",
      "\n",
      "##  [ Brighten your Diwali portfolio with these four PSU Bank stocks ](/market/stock-market-news/diwali-stocks-portfolio-psu-banking-bank-state-bank-of-india-bank-of-baroda-indian-bank-nifty-index-11730431148591.html)\n",
      "\n",
      "_3 min read_ **.** 10:32 AM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Brighten your Diwali portfolio with these four PSU Bank stocks - https://www.livemint.com/market/stock-market-news/diwali-stocks-portfolio-psu-banking-bank-state-bank-of-india-bank-of-baroda-indian-bank-nifty-index-11730431148591.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Brighten your Diwali portfolio with these four PSU Bank stocks - https://www.livemint.com/market/stock-market-news/diwali-stocks-portfolio-psu-banking-bank-state-bank-of-india-bank-of-baroda-indian-bank-nifty-index-11730431148591.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[ ![Shares to buy or sell: Rajesh Palviya has recommended to buy, hold, and accumulate Fortis Healthcare Ltd, UTI Asset Management Company Ltd, and Atul Ltd. ](https://www.livemint.com/lm-img/img/2024/11/01/90x90/Rajesh_Palviya_1708618434154_1730430664691.jpg) Premium ](/market/stock-market-news/shares-to-buy-or-sell-rajesh-palviya-suggests-these-3-stocks-to-buy-hold-and-accumulate-on-muhurat-trading-today-11730429996105.html)\n",
      "\n",
      "##  [ Rajesh Palviya of Axis Securities suggests 3 stocks to buy on Muhurat trading ](/market/stock-market-news/shares-to-buy-or-sell-rajesh-palviya-suggests-these-3-stocks-to-buy-hold-and-accumulate-on-muhurat-trading-today-11730429996105.html)\n",
      "\n",
      "_3 min read_ **.** 10:00 AM IST\n",
      "\n",
      "Share Via\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Rajesh Palviya of Axis Securities suggests 3 stocks to buy on Muhurat trading - https://www.livemint.com/market/stock-market-news/shares-to-buy-or-sell-rajesh-palviya-suggests-these-3-stocks-to-buy-hold-and-accumulate-on-muhurat-trading-today-11730429996105.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
      "\n",
      "[](javascript:void\\(0\\) \"Facebook Share\") [](https://api.whatsapp.com/send?text=Rajesh Palviya of Axis Securities suggests 3 stocks to buy on Muhurat trading - https://www.livemint.com/market/stock-market-news/shares-to-buy-or-sell-rajesh-palviya-suggests-these-3-stocks-to-buy-hold-and-accumulate-on-muhurat-trading-today-11730429996105.html?utm_source%3Dshare%26utm_medium%3Dsocial%26utm_campaign%3Dshare_via_web %0aSubscribe to Mint Premium 1 year plan using this link at ₹500 off - https://www.read.ht/Sb5N %0aDownload mint app for latest in Business News - https://bit.ly/32XEfFE) [](javascript:void\\(0\\) \"Linkedin Share\") [](javascript:void\\(0\\) \"Tweet\")\n",
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     ]
    }
   ],
   "source": [
    "from crawl4ai import AsyncWebCrawler\n",
    "\n",
    "\n",
    "async def simple_crawl():\n",
    "    async with AsyncWebCrawler(verbose=True) as crawler:\n",
    "        result = await crawler.arun(\n",
    "            url=\"https://www.livemint.com/market/stock-market-news\"\n",
    "        )\n",
    "        # url=\"https://www.nbcnews.com/business\")\n",
    "        return result.markdown  # Return the result to make it accessible outside\n",
    "\n",
    "\n",
    "# Then, to call this function and get the result outside:\n",
    "op = await simple_crawl()\n",
    "print(op)  # Now op holds the result, and you can work with it"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "vON7iHfioc99"
   },
   "source": [
    "### Note :There are few website which dont have access for scrapping their data so we cant able to handle it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "wJ4Gf_ffZ_eD"
   },
   "source": [
    "This how the data is extracted using crawl4ai . llm are good at understanding markdown language so this data is helpful"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "qKCE7TI7yZQL"
   },
   "source": [
    "Now, let's import the necessary libraries:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "2eIb2gK9dLqA",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 125
    },
    "outputId": "abe1e0e3-d740-45cd-e510-e28cae86513a"
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "[LOG] 🌤️  Warming up the AsyncWebCrawler\n",
      "[LOG] 🌞 AsyncWebCrawler is ready to crawl\n",
      "[LOG] 🚀 Content extracted for https://www.livemint.com/market/stock-market-news/stocks-to-buy-or-sell-for-muhurat-trading-2024-sumeet-bagadia-recommends-five-shares-to-buy-today-samvat-2081-11730449252675.html, success: True, time taken: 0.67 seconds\n",
      "[LOG] 🚀 Extraction done for https://www.livemint.com/market/stock-market-news/stocks-to-buy-or-sell-for-muhurat-trading-2024-sumeet-bagadia-recommends-five-shares-to-buy-today-samvat-2081-11730449252675.html, time taken: 0.67 seconds.\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "'Sumeet Bagadia recommends buying the following stocks for today: Prudent, NPST, JSLL, Akzo Nobel India, and Rushil Decor.'"
      ],
      "application/vnd.google.colaboratory.intrinsic+json": {
       "type": "string"
      }
     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "source": [
    "import bs4\n",
    "import asyncio\n",
    "import nest_asyncio\n",
    "from crawl4ai import AsyncWebCrawler\n",
    "from crawl4ai.extraction_strategy import (\n",
    "    JsonCssExtractionStrategy,\n",
    "    LLMExtractionStrategy,\n",
    ")\n",
    "import json\n",
    "import time\n",
    "from pydantic import BaseModel, Field\n",
    "\n",
    "nest_asyncio.apply()\n",
    "\n",
    "from langchain.chains import create_retrieval_chain\n",
    "from langchain.chains.combine_documents import create_stuff_documents_chain\n",
    "from langchain_community.document_loaders import WebBaseLoader\n",
    "from langchain_core.prompts import ChatPromptTemplate\n",
    "from langchain_core.vectorstores import InMemoryVectorStore\n",
    "from langchain_openai import OpenAIEmbeddings\n",
    "from langchain_text_splitters import RecursiveCharacterTextSplitter\n",
    "from langchain_core.documents import Document\n",
    "from langchain_openai import ChatOpenAI\n",
    "from langchain_community.vectorstores import LanceDB\n",
    "\n",
    "from crawl4ai import AsyncWebCrawler\n",
    "\n",
    "URL = \"https://www.livemint.com/market/stock-market-news/stocks-to-buy-or-sell-for-muhurat-trading-2024-sumeet-bagadia-recommends-five-shares-to-buy-today-samvat-2081-11730449252675.html\"\n",
    "\n",
    "\n",
    "# URL = \"https://www.livemint.com/market/stock-market-news\"\n",
    "async def simple_crawl():\n",
    "    async with AsyncWebCrawler(verbose=True) as crawler:\n",
    "        result = await crawler.arun(url=URL)\n",
    "        return result.markdown  # Return the result to make it accessible outside\n",
    "\n",
    "\n",
    "# Call the function and use the URL for metadata\n",
    "output_crawlerai = await simple_crawl()\n",
    "\n",
    "# Include the URL in the metadata\n",
    "docs = [Document(page_content=output_crawlerai, metadata={\"source\": URL})]\n",
    "\n",
    "\n",
    "text_splitter = RecursiveCharacterTextSplitter(chunk_size=1200, chunk_overlap=300)\n",
    "splits = text_splitter.split_documents(docs)\n",
    "\n",
    "vectorstore = LanceDB.from_documents(documents=splits, embedding=OpenAIEmbeddings())\n",
    "\n",
    "retriever = vectorstore.as_retriever()\n",
    "\n",
    "\n",
    "llm = ChatOpenAI(model=\"gpt-4o-mini\")\n",
    "\n",
    "system_prompt = (\n",
    "    \"You are an expert assistant with access to specific information from website data. \"\n",
    "    \"Answer user questions based on this data accurately and concisely. \"\n",
    "    \"If the answer is not in the retrieved context, respond that the information is unavailable. \"\n",
    "    \"Provide clear, direct answers sentences or less.\"\n",
    "    \"\\n\\n\"\n",
    "    \"Context:\\n\\n\"\n",
    "    \"{context}\\n\\n\"\n",
    "    \"Note: Only use the information provided here.\"\n",
    ")\n",
    "\n",
    "\n",
    "prompt = ChatPromptTemplate.from_messages(\n",
    "    [\n",
    "        (\"system\", system_prompt),\n",
    "        (\"human\", \"{input}\"),\n",
    "    ]\n",
    ")\n",
    "\n",
    "question_answer_chain = create_stuff_documents_chain(llm, prompt)\n",
    "rag_chain = create_retrieval_chain(retriever, question_answer_chain)\n",
    "\n",
    "\n",
    "response = rag_chain.invoke({\"input\": \"give me the stocks for today trade  ??\"})\n",
    "response[\"answer\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "id": "rC6Nrkwz07VL",
    "outputId": "373bea43-7982-4ea4-854e-acda99d91e79"
   },
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "'Sumeet Bagadia recommended buying the following five shares for Muhurat Trading 2024: Prudent, NPST, JSLL, Akzo Nobel India, and Rushil Decor.'"
      ],
      "application/vnd.google.colaboratory.intrinsic+json": {
       "type": "string"
      }
     },
     "metadata": {},
     "execution_count": 17
    }
   ],
   "source": [
    "response = rag_chain.invoke({\"input\": \"give me the stocks for today trade  ??\"})\n",
    "response[\"answer\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 70
    },
    "id": "fWc2ukTi1BjO",
    "outputId": "f06a2ff0-7346-4555-c3ea-385cb0c39db8"
   },
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "'The shares to buy today are:\\n\\n1. Prudent: Buy at ₹3112.70, target ₹3350, stop loss ₹3000\\n2. NPST: Buy at ₹3003.75, target ₹3200, stop loss ₹2900\\n3. JSLL: Buy at ₹1744.70, target ₹1885, stop loss ₹1690\\n4. Akzo Nobel India: Buy at ₹4402.30, target ₹4747, stop loss ₹4250\\n5. Rushil Decor: Buy at ₹36.82, target ₹38.70, stop loss ₹35.50'"
      ],
      "application/vnd.google.colaboratory.intrinsic+json": {
       "type": "string"
      }
     },
     "metadata": {},
     "execution_count": 18
    }
   ],
   "source": [
    "response = rag_chain.invoke({\"input\": \" Shares to buy today??\"})\n",
    "response[\"answer\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "HcNb_GLRqxCZ"
   },
   "source": [
    "## Gradio based q&a on website"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "wYmMjWr4l6-G",
    "outputId": "68e7ed97-6853-46de-a4cd-b259afe4af29"
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Requirement already satisfied: gradio in /usr/local/lib/python3.10/dist-packages (5.4.0)\n",
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      "Requirement already satisfied: idna>=2.8 in /usr/local/lib/python3.10/dist-packages (from anyio<5.0,>=3.0->gradio) (3.10)\n",
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      "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.10/dist-packages (from rich>=10.11.0->typer<1.0,>=0.12->gradio) (3.0.0)\n",
      "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.10/dist-packages (from rich>=10.11.0->typer<1.0,>=0.12->gradio) (2.18.0)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.25.1->gradio) (3.4.0)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.25.1->gradio) (2.2.3)\n",
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     ]
    }
   ],
   "source": [
    "!pip install gradio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 784
    },
    "id": "M5V8jak4l3vL",
    "outputId": "88e4f0df-6d19-45c7-a706-334422bd5069"
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Running Gradio in a Colab notebook requires sharing enabled. Automatically setting `share=True` (you can turn this off by setting `share=False` in `launch()` explicitly).\n",
      "\n",
      "Colab notebook detected. This cell will run indefinitely so that you can see errors and logs. To turn off, set debug=False in launch().\n",
      "* Running on public URL: https://fb9af501d64dea4789.gradio.live\n",
      "\n",
      "This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from the terminal in the working directory to deploy to Hugging Face Spaces (https://huggingface.co/spaces)\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ],
      "text/html": [
       "<div><iframe src=\"https://fb9af501d64dea4789.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
      ]
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "[LOG] 🌤️  Warming up the AsyncWebCrawler\n",
      "[LOG] 🌞 AsyncWebCrawler is ready to crawl\n",
      "[LOG] 🕸️ Crawling https://www.livemint.com/market/stock-market-news/muhurat-trading-2024-nifty-auto-index-jumps-over-1-amid-strong-october-sales-m-m-leads-11730470065656.html using AsyncPlaywrightCrawlerStrategy...\n",
      "[LOG] ✅ Crawled https://www.livemint.com/market/stock-market-news/muhurat-trading-2024-nifty-auto-index-jumps-over-1-amid-strong-october-sales-m-m-leads-11730470065656.html successfully!\n",
      "[LOG] 🚀 Crawling done for https://www.livemint.com/market/stock-market-news/muhurat-trading-2024-nifty-auto-index-jumps-over-1-amid-strong-october-sales-m-m-leads-11730470065656.html, success: True, time taken: 5.00 seconds\n",
      "[LOG] 🚀 Content extracted for https://www.livemint.com/market/stock-market-news/muhurat-trading-2024-nifty-auto-index-jumps-over-1-amid-strong-october-sales-m-m-leads-11730470065656.html, success: True, time taken: 1.62 seconds\n",
      "[LOG] 🔥 Extracting semantic blocks for https://www.livemint.com/market/stock-market-news/muhurat-trading-2024-nifty-auto-index-jumps-over-1-amid-strong-october-sales-m-m-leads-11730470065656.html, Strategy: AsyncWebCrawler\n",
      "[LOG] 🚀 Extraction done for https://www.livemint.com/market/stock-market-news/muhurat-trading-2024-nifty-auto-index-jumps-over-1-amid-strong-october-sales-m-m-leads-11730470065656.html, time taken: 1.67 seconds.\n"
     ]
    }
   ],
   "source": [
    "import gradio as gr\n",
    "import asyncio\n",
    "import nest_asyncio\n",
    "from crawl4ai import AsyncWebCrawler\n",
    "from langchain.chains import create_retrieval_chain\n",
    "from langchain.chains.combine_documents import create_stuff_documents_chain\n",
    "from langchain_community.document_loaders import WebBaseLoader\n",
    "from langchain_core.prompts import ChatPromptTemplate\n",
    "from langchain_core.vectorstores import InMemoryVectorStore\n",
    "from langchain_openai import OpenAIEmbeddings\n",
    "from langchain_text_splitters import RecursiveCharacterTextSplitter\n",
    "from langchain_core.documents import Document\n",
    "from langchain_openai import ChatOpenAI\n",
    "from langchain_community.vectorstores import LanceDB\n",
    "\n",
    "nest_asyncio.apply()\n",
    "\n",
    "\n",
    "# Define async function to crawl URL\n",
    "async def simple_crawl(url):\n",
    "    async with AsyncWebCrawler(verbose=True) as crawler:\n",
    "        result = await crawler.arun(url=url)\n",
    "        return result.markdown\n",
    "\n",
    "\n",
    "# Define function to extract content and create retriever chain\n",
    "def process_url(url):\n",
    "    # Step 1: Crawl the content from the given URL\n",
    "    loop = asyncio.get_event_loop()\n",
    "    page_content = loop.run_until_complete(simple_crawl(url))\n",
    "\n",
    "    # Step 2: Create document and split it\n",
    "    docs = [Document(page_content=page_content, metadata={\"source\": url})]\n",
    "    text_splitter = RecursiveCharacterTextSplitter(chunk_size=1200, chunk_overlap=300)\n",
    "    splits = text_splitter.split_documents(docs)\n",
    "\n",
    "    # Step 3: Create vectorstore and retriever\n",
    "    vectorstore = LanceDB.from_documents(documents=splits, embedding=OpenAIEmbeddings())\n",
    "    retriever = vectorstore.as_retriever()\n",
    "\n",
    "    # Step 4: Set up LLM and prompt\n",
    "    llm = ChatOpenAI(model=\"gpt-4o-mini\")\n",
    "    system_prompt = (\n",
    "        \"You are an expert assistant with access to specific information from website data. \"\n",
    "        \"Answer user questions based on this data accurately and concisely. \"\n",
    "        \"If the answer is not in the retrieved context, respond that the information is unavailable. \"\n",
    "        \"Provide clear, direct answers sentences or less.\"\n",
    "        \"\\n\\n\"\n",
    "        \"Context:\\n\\n\"\n",
    "        \"{context}\\n\\n\"\n",
    "        \"Note: Only use the information provided here.\"\n",
    "    )\n",
    "    prompt = ChatPromptTemplate.from_messages(\n",
    "        [\n",
    "            (\"system\", system_prompt),\n",
    "            (\"human\", \"{input}\"),\n",
    "        ]\n",
    "    )\n",
    "\n",
    "    # Step 5: Create chains\n",
    "    question_answer_chain = create_stuff_documents_chain(llm, prompt)\n",
    "    rag_chain = create_retrieval_chain(retriever, question_answer_chain)\n",
    "\n",
    "    return rag_chain\n",
    "\n",
    "\n",
    "# Define function to answer questions based on URL content\n",
    "url_rag_chain = None\n",
    "\n",
    "\n",
    "def handle_url_input(url):\n",
    "    global url_rag_chain\n",
    "    url_rag_chain = process_url(url)\n",
    "    return \"URL processed successfully. You can now ask questions.\"\n",
    "\n",
    "\n",
    "def handle_question_input(question):\n",
    "    if url_rag_chain is None:\n",
    "        return \"Please provide a URL first.\"\n",
    "    response = url_rag_chain.invoke({\"input\": question})\n",
    "    return response[\"answer\"]\n",
    "\n",
    "\n",
    "# Define Gradio interface\n",
    "with gr.Blocks() as demo:\n",
    "    gr.Markdown(\n",
    "        \"# Chatbot Q&A using Crawl4AI and LanceDB\\nProvide a URL to extract content and ask questions based on it.\"\n",
    "    )\n",
    "    url_input = gr.Textbox(label=\"Enter URL\", placeholder=\"https://example.com\")\n",
    "    # URL = \"https://www.livemint.com/market/stock-market-news/stocks-to-buy-or-sell-for-muhurat-trading-2024-sumeet-bagadia-recommends-five-shares-to-buy-today-samvat-2081-11730449252675.html\"\n",
    "\n",
    "    url_button = gr.Button(\"Process URL\")\n",
    "    question_input = gr.Textbox(\n",
    "        label=\"Ask a Question\", placeholder=\"ask quetions based on the website or data?\"\n",
    "    )\n",
    "    question_button = gr.Button(\"Ask Question\")\n",
    "    output = gr.Textbox(label=\"Answer\")\n",
    "\n",
    "    url_button.click(fn=handle_url_input, inputs=url_input, outputs=output)\n",
    "    question_button.click(\n",
    "        fn=handle_question_input, inputs=question_input, outputs=output\n",
    "    )\n",
    "\n",
    "# Launch the demo\n",
    "demo.launch(debug=True, share=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "vMeXQiLmOj3t"
   },
   "source": [
    "##please check lancedb & crawlerai for more advance features or let us know if your looking for more advance topics ! Thanks"
   ]
  }
 ],
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